{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\apbarret\\Anaconda3\\lib\\site-packages\\IPython\\core\\magics\\pylab.py:160: UserWarning: pylab import has clobbered these variables: ['cm', 'colors']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
     ]
    }
   ],
   "source": [
    "#%matplotlib notebook\n",
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib.lines as mlines\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "\n",
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "\n",
    "import cartopy.crs as ccrs\n",
    "import cartopy.feature as cfeature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NP</th>\n",
       "      <th>YY</th>\n",
       "      <th>MM</th>\n",
       "      <th>ND</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Tmn</th>\n",
       "      <th>Ug</th>\n",
       "      <th>DP</th>\n",
       "      <th>Dtc</th>\n",
       "      <th>snow%</th>\n",
       "      <th>Pg</th>\n",
       "      <th>windC</th>\n",
       "      <th>traceC</th>\n",
       "      <th>Pc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>31.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>74.51</td>\n",
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       "      <td>6.0</td>\n",
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       "      <th>1</th>\n",
       "      <td>31.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>74.70</td>\n",
       "      <td>-147.57</td>\n",
       "      <td>-20.3</td>\n",
       "      <td>4.7</td>\n",
       "      <td>19.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>21.3</td>\n",
       "      <td>20.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>42.4</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>75.30</td>\n",
       "      <td>-146.08</td>\n",
       "      <td>-28.8</td>\n",
       "      <td>3.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>4.3</td>\n",
       "      <td>4.3</td>\n",
       "      <td>2.4</td>\n",
       "      <td>11.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>31.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>75.48</td>\n",
       "      <td>-146.26</td>\n",
       "      <td>-22.2</td>\n",
       "      <td>3.6</td>\n",
       "      <td>9.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>75.46</td>\n",
       "      <td>-146.25</td>\n",
       "      <td>-11.2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>18.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.2</td>\n",
       "      <td>11.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     NP    YY   MM    ND    Lat     Lon   Tmn   Ug    DP   Dtc  snow%    Pg  \\\n",
       "0  31.0  89.0  1.0  31.0  74.51 -150.67 -31.2  4.7   5.0  25.0  100.0   2.0   \n",
       "1  31.0  89.0  2.0  28.0  74.70 -147.57 -20.3  4.7  19.0   8.0  100.0  21.3   \n",
       "2  31.0  89.0  3.0  31.0  75.30 -146.08 -28.8  3.9   6.0  24.0  100.0   4.3   \n",
       "3  31.0  89.0  4.0  30.0  75.48 -146.26 -22.2  3.6   9.0  20.0  100.0   5.1   \n",
       "4  31.0  89.0  5.0  31.0  75.46 -146.25 -11.2  3.2  18.0  12.0  100.0   7.4   \n",
       "\n",
       "   windC  traceC    Pc  \n",
       "0    1.5     2.5   6.0  \n",
       "1   20.3     0.8  42.4  \n",
       "2    4.3     2.4  11.0  \n",
       "3    2.6     2.0   9.7  \n",
       "4    2.9     1.2  11.5  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ediri = r'C:\\Users\\apbarret\\Documents\\data\\Arctic_precip'\n",
    "efile = r'NPP-yang_copy_apb.xls'\n",
    "df = pd.read_excel(os.path.join(ediri, efile), sheet_name='monthly-all', header=0, skiprows=[1,2,3], \n",
    "                   na_values='-', usecols=14)\n",
    "df = df.dropna(how='all')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get Arctic Ocean mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def landmask(region):\n",
    "    \n",
    "    import xarray as xr\n",
    "    import os\n",
    "\n",
    "    mdiri = r\"C:\\Users\\apbarret\\Documents\\data\\ancillary\"\n",
    "    mfili = r\"arctic_mask_1x1deg.nc\"\n",
    "    ds = xr.open_dataset(os.path.join(mdiri,mfili))\n",
    "    \n",
    "    if (region == 'arctic_ocean'):\n",
    "        return ds['arctic_mask'].where(ds['arctic_mask'] >= 6)*0.+ 1 #Includes small Arctic islands\n",
    "    elif (region == 'antarctic_ocean'):\n",
    "        return ds['arctic_mask'].where((ds['arctic_mask'] == 0) & (ds['lat'] <= -50))*0. + 1\n",
    "    else:\n",
    "        print (\"landmask: Unknown region\")\n",
    "        return None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get locations for sattellite period"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>NP</th>\n",
       "      <th>YY</th>\n",
       "      <th>MM</th>\n",
       "      <th>ND</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
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       "      <th>Ug</th>\n",
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       "      <th>Pg</th>\n",
       "      <th>windC</th>\n",
       "      <th>traceC</th>\n",
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       "      <td>42.4</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31.0</td>\n",
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       "      <th>3</th>\n",
       "      <td>31.0</td>\n",
       "      <td>89.0</td>\n",
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       "      <td>-146.26</td>\n",
       "      <td>-22.2</td>\n",
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       "      <td>9.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>31.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>75.46</td>\n",
       "      <td>-146.25</td>\n",
       "      <td>-11.2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>18.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.2</td>\n",
       "      <td>11.5</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     NP    YY   MM    ND    Lat     Lon   Tmn   Ug    DP   Dtc  snow%    Pg  \\\n",
       "0  31.0  89.0  1.0  31.0  74.51 -150.67 -31.2  4.7   5.0  25.0  100.0   2.0   \n",
       "1  31.0  89.0  2.0  28.0  74.70 -147.57 -20.3  4.7  19.0   8.0  100.0  21.3   \n",
       "2  31.0  89.0  3.0  31.0  75.30 -146.08 -28.8  3.9   6.0  24.0  100.0   4.3   \n",
       "3  31.0  89.0  4.0  30.0  75.48 -146.26 -22.2  3.6   9.0  20.0  100.0   5.1   \n",
       "4  31.0  89.0  5.0  31.0  75.46 -146.25 -11.2  3.2  18.0  12.0  100.0   7.4   \n",
       "\n",
       "   windC  traceC    Pc  \n",
       "0    1.5     2.5   6.0  \n",
       "1   20.3     0.8  42.4  \n",
       "2    4.3     2.4  11.0  \n",
       "3    2.6     2.0   9.7  \n",
       "4    2.9     1.2  11.5  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_satt = df[df['YY'] >= 79]\n",
    "df_satt.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1311cc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20,20))\n",
    "\n",
    "# get mask\n",
    "mask = landmask('arctic_ocean')\n",
    "mask_proj = ccrs.PlateCarree()\n",
    "mask_extent = (-180, 180, -90, 90)\n",
    "\n",
    "map_proj = ccrs.Orthographic(0, 90)\n",
    "\n",
    "# Set colormap\n",
    "colors = [(0,0,0),(0.5,0.5,0.5)]\n",
    "cm = LinearSegmentedColormap.from_list('cm_binary', colors, N=len(colors))\n",
    "\n",
    "\n",
    "# Define Arctic circle\n",
    "arcrcl_lat = np.ones(360)*66.5\n",
    "arcrcl_lon = np.arange(0.,360.,1.)\n",
    "\n",
    "\n",
    "land_fill = cfeature.NaturalEarthFeature('physical', 'land', '50m',\n",
    "                                        edgecolor=None,\n",
    "                                        facecolor=cfeature.COLORS['land'])\n",
    "land_edge = cfeature.NaturalEarthFeature('physical', 'land', '50m',\n",
    "                                        edgecolor='k',\n",
    "                                        facecolor='none')\n",
    "\n",
    "ax1 = plt.subplot(1, 2, 1, projection=map_proj)\n",
    "ax1.set_extent([-180,180.,60.,90.], ccrs.PlateCarree())\n",
    "#ax1.add_feature(cfeature.OCEAN)\n",
    "ax1.add_feature(land_fill)\n",
    "ax1.add_feature(land_edge, zorder=3)\n",
    "\n",
    "ax1.gridlines()\n",
    "\n",
    "arctic_mask.plot(ax=ax1, vmin=0., vmax=1., add_colorbar=False, \n",
    "                 cmap=cm, transform=mask_proj, zorder=2)\n",
    "#ax1.imshow(arctic_mask, vmin=0., vmax=1., origin='upper',\n",
    "#           cmap=cm, transform=mask_proj, extent=mask_extent, zorder=2)\n",
    "\n",
    "ax1.plot(arcrcl_lon, arcrcl_lat, transform=ccrs.Geodetic(), linestyle='--', lw=2., color='0.3')\n",
    "\n",
    "xy = map_proj.transform_points(ccrs.PlateCarree(), df_satt['Lon'].values, df_satt['Lat'].values)\n",
    "\n",
    "ax1.scatter(xy[:,0], xy[:,1], zorder=4, label='NPP observation')\n",
    "\n",
    "patch = mpatches.Patch(color=colors[1], label='Arctic Ocean Domain')\n",
    "circle = mlines.Line2D([], [], color='blue', marker='o', linestyle='None',\n",
    "                       markersize=10, label='NPP Observation')\n",
    "ax1.legend(handles=[patch, circle], loc=3, fontsize=15)\n",
    "\n",
    "\n",
    "fig.savefig(os.path.join(r\"C:\\Users\\apbarret\\Documents\\Papers\\Snow_on_seaice_precip\\Figures\",'arctic_ocean_domain.png'),\n",
    "            bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1929"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(6*139)+391+704"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
